How has the COVID-19 pandemic affected attitudes of host citizens towards refugees and migrants? A large literature, mostly in Global North contexts, links disease threat with increased xenophobia. Indeed, recent studies on the effects of COVID-19 have found an increase in hate crimes and anti-migrant attitudes, particularly when political elites exclude and blame migrants for the pandemic. We examine the case of Venezuelan migrants in Colombia, in which elite rhetoric and immigration policies have been largely inclusive. Using a panel experimental survey of 374 Colombian respondents, supplemented by 550 new respondents at endline, we find no evidence that exposure to COVID-19 changes Colombians' attitudes towards Venezuelans, even if the respondents were directly affected by COVID. In fact, we find some evidence of empathy. Our research implies that xenophobia in reaction to pandemics is not a foregone conclusion, but likely a product of political scapegoating.